US7859536B2 - Generalization of features in a digital map - Google Patents
Generalization of features in a digital map Download PDFInfo
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- US7859536B2 US7859536B2 US11/460,226 US46022606A US7859536B2 US 7859536 B2 US7859536 B2 US 7859536B2 US 46022606 A US46022606 A US 46022606A US 7859536 B2 US7859536 B2 US 7859536B2
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T11/00—2D [Two Dimensional] image generation
- G06T11/20—Drawing from basic elements, e.g. lines or circles
- G06T11/203—Drawing of straight lines or curves
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T17/00—Three dimensional [3D] modelling, e.g. data description of 3D objects
- G06T17/05—Geographic models
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T9/00—Image coding
- G06T9/20—Contour coding, e.g. using detection of edges
Definitions
- the present invention is related to generalization in digital maps.
- Generalization includes many kinds of operations: Complicated lines and boundaries may be smoothed out; narrow areas such as rivers may be represented as single lines; small areas such as small parks may be represented as single points; divided roads may be represented by single lines; highway interchanges may be represented by icons, often small white squares, instead of having their constituent roadways depicted; objects near roads may be displaced slightly from their true positions to improve visibility. All of these operations are forms of generalization. Our primary focus, however, is the first of these, namely, the simplification of lines. These lines can represent objects drawn one-dimensionally, such as roads, or the boundaries of two-dimensional objects, such as cities and parks.
- one- and two-dimensional objects are typically represented as polylines or polygons.
- a polyline is a connected sequence of straight line segments.
- a polygon is a polyline that starts and ends at the same point. That is, if an object is actually curved in the real world, it is approximated by a sequence of points, called shape points, and the straight line segments connecting them.
- shape points points
- straight line segments connecting them.
- a one-dimensional object, or the one-dimensional boundary of a two-dimensional object is typically represented by a list of its shape points. Because a polygon is merely a special case of a polyline, we frame the remaining discussion in terms of polylines for both increased readability and generality.
- digital map data may be collected with enough shape points to guarantee that the polyline representing the road is never more than 20 meters from the actual road.
- map data is to be used to draw a map of the entire United States on a computer screen, it typically suffices to make sure that the polyline is never more than five kilometers from the actual road. If the map is drawn using the more precise data, there are many times more points than necessary. This makes the data file much larger than necessary, and makes the processing time much longer than necessary as well.
- each polyline is replaced by an entirely new polyline having new shape points, created in such a way that it does not deviate by more than a specified distance from the original polyline.
- each polyline is replaced by a new polyline with shape points selected from those of the original polyline in such a way that the new polyline does not deviate by more than a specified distance from the original polyline. That is, a subset of the shape points of the original polyline, in the order in which they occurred in the original polyline, is selected to be the shape points of the new polyline.
- simplification is often a desirable method of generalizing polylines.
- simplification can be carried out in a variety of ways, and conventional methods have some significant drawbacks associated with them.
- a maximum deviation distance d max is specified—for example, 5 km.
- the first and last shape points of the polyline are marked as “to be kept”.
- the chord (direct line segment) from the first shape point P 1 to the last shape point P n of the original polyline is considered.
- the shape points of the original polyline are inspected to see whether any of them are more than the maximum distance d max from the chord.
- the shape point P i farthest from the chord is marked as “to be kept”, and the same operation is applied to the partial polylines from the beginning P 1 to the farthest point P i and from the farthest point P i to the end point P n .
- This process of checking, marking, and subdividing is applied recursively until the original polyline has been broken up into pieces such that the chord from the beginning to the end of each piece is no farther than the maximum deviation distance d max from any of the shape points in between.
- the end point of the first such chord is marked as “to be kept”. This process is then repeated until the last shape point of the polyline is marked as “to be kept”.
- the angles in the simplified polylines can be much sharper than in the original polyline.
- the result can be significantly different from the original polyline, reducing the utility of the simplified polyline.
- FIG. 1 illustrates a case in which an original polyline 102 , which includes the shape points P 1 , P 2 , P 3 , P 4 , P 5 , P 6 , P 7 , P 8 , makes a sharp turn to the right at point P 7 , but the generalized polyline 104 , which comprises the shape points P 1 , P 7 , P 8 , makes a sharp turn to the left at the same point P 7 . If the polyline is used to describe a driving route, this can be unfortunate, causing a driver to go in the wrong direction.
- the present invention enables generalization of features in a digital map by performing a simplification of polylines.
- a set of chords between points on the original polyline is selected such that each chord does not violate rules such as maximum distance from the original polyline, maximum distance between points, and the like. If a chord between two points on the polyline is considered acceptable, then a node representing the chord is created, described by the start and end points of the chord. Next, for pairs of nodes created, a transition from the first node in the pair to the second node in the pair is evaluated to determine whether it is acceptable. In one embodiment, a transition is acceptable if the absolute value of the angle formed by the chords is within a threshold angle from the angle formed by the original polyline at that point.
- a link between the two nodes is established.
- a set of paths through a directed graph can be evaluated for cost.
- the cost of a path includes the sum of costs assigned to each node and link in the path.
- a least-cost path through the graph is chosen, and a simplified polyline is then generated according to the selected path.
- FIG. 1 is an illustration of a misleading simplified polyline generated according to a conventional method.
- FIG. 2 is a block diagram illustrating a system for generalizing features in a digital map in accordance with an embodiment of the present invention.
- FIG. 3 is a flowchart illustrating a method for simplifying a digital map in accordance with an embodiment of the present invention.
- FIG. 4 is a flowchart illustrating the construction of nodes in accordance with an embodiment of the present invention.
- FIG. 5 is a flowchart illustrating the construction of links in accordance with an embodiment of the present invention.
- FIG. 6 is a flowchart illustrating the selection of a least-cost path in accordance with an embodiment of the present invention.
- FIG. 7 is a diagram illustrating a polyline to be simplified in accordance with an embodiment of the present invention.
- FIG. 2 illustrates a block diagram of a system 200 for generalizing features in a digital map in accordance with an embodiment of the present invention.
- System 200 includes a node creation module 202 , for creating a set of nodes; a link creation module 204 for creating a set of links; a cost assignment module 206 for assigning costs to the links and nodes created by link creation module 204 and node creation module 202 , respectively; and a path creation module 208 for creating a least-cost path through a graph created as described now with respect to FIG. 3 .
- FIG. 3 illustrates the construction of such a graph in a preferred embodiment.
- a graph is constructed by first creating 302 a set of nodes, as described further below with respect to FIG. 4 .
- links are created 304 between the nodes, as described further below with respect to FIG. 5 .
- costs are assigned 306 to the links and the nodes in the graph, a least-cost path through the graph is chosen 308 , and a simplified map is created 310 .
- FIG. 7 provides an illustration of a polyline 702 that is to be simplified in accordance with the present invention.
- a tolerance 704 of length d max is provided as a requirement by the implementer.
- any chord in the simplification of polyline 702 must be with distance d max of the original polyline 702 .
- chord 708 from point 0 to point 4 is therefore unacceptable, since it is partially outside of the tolerance bubble 706 near points 1 and 2 .
- chord 710 is within the specified tolerance, and is therefore a potential candidate for the simplified polyline.
- n points in the original polyline 702 are, in order, P 0 , P 1 , . . . , P n .
- System 200 constructs a directed graph based on the original polyline 702 .
- a graph is a collection of nodes, some pairs of which are connected by links.
- the nodes in a graph are mathematical abstractions, and in illustrative drawings are typically represented by points.
- the nodes need not be points in two- or three-dimensional space.
- the links are connections between nodes.
- the links have directions—for example, there may be a link from node A to node B, but no link from node B to node A.
- the links are typically represented by straight or curved arrows.
- the links are mathematical abstractions and the paths or crossings of such arrows have no significance.
- FIG. 4 illustrates the selection of nodes by node creation module 202 for the directed graph in a preferred embodiment.
- the nodes of the directed graph represent potential chords in a simplification of the polyline 702 .
- a pair of points P i and P j is selected 402 , where i ⁇ j, and a determination is made as to whether 404 the chord from P i to P j is acceptable.
- node creation module 202 makes this determination by comparing the chord from P i to P j to the original polyline between P i and P j , and determining whether the chord remains within a previously specified distance d max 704 of the polyline. Other criteria may also be applied.
- a chord is considered unacceptable if the heading at each end of the chord deviates from the heading of the original polyline at that point by more than a specified maximum angle, other criteria notwithstanding.
- a chord from P i to P j may be considered unacceptable if the number of points between P i and P j in the original polyline is more than a maximum number, or if the length of the chord from P i to P j is greater than a maximum length, or if the distance from P i to P j along the original polyline is greater than a maximum distance, or if the ratio of the length of the polyline between P i and P j to the length of the chord from P i to P j exceeds a maximum value.
- a segment of the original polyline 702 that is, a chord from one point in the original polyline to the next point in the original polyline is preferably itself acceptable. If the chord from P i to P j is acceptable 404 , node creation module 202 creates 406 a node (P i , P j ) to represent that chord. If 408 more points remain to be considered, the process is repeated. In addition, two special nodes (START, P 1 ) and (P n , END) are preferably created 410 at the first and last points of the original polyline, respectively. Thus, at the conclusion of the node creation process, node creation module 202 has created a set of nodes, each representing a valid chord.
- link creation module 204 creates links as follows in a preferred embodiment.
- a pair of nodes (P i , P j ) and (P j , P k ) created by node creation module 202 as described above are selected 502 , in which the second shape point of the first node is the same as the first shape point of the second node.
- the pair are then examined by link creation module 204 to determine 504 whether the transition from the first chord (from P i to P j ) to the second chord (from P j to P k ) is allowed. If the transition from the first chord to the second chord is allowed, then a link from the first node to the second node is constructed 506 .
- a rule for determining whether a transition is allowed is as follows: the angle formed by the original polyline at P j is compared to the angle formed by the two chords at P j . These angles are computed in a signed manner, so that, for example, a change in angle to the left at P j is considered to be a positive angle, while a change in angle to the right is considered to be a negative angle. Then the transition from the first chord to the second chord is considered allowable if the absolute value of the difference between the signed angle in the original polyline and the signed angle between the chords does not exceed a predetermined threshold.
- a suitable limit on the absolute value of the difference such as 180 degrees or any smaller limit will prevent the “turning inside out” of a boundary, a problem of some conventional methods as described above.
- the transition between the chords representing two consecutive segments of the original polyline (P i , P i+1 ) and (P i+1 , P i+2 ) is preferably allowed, and a link constructed between their nodes. If 508 additional nodes remain to be considered, the steps are repeated for the remainder.
- a link is constructed 510 from a special node (START, P 1 ) to every node (P 1 , P i ) representing a chord starting at the first shape point of the original polyline. Also, from every node (P j , P n ) representing a chord ending at the last shape point of the original polyline a link is preferably constructed to a special node (P n , END).
- cost assignment module 206 assigns 602 a cost to each link and each node.
- this cost is an abstract score, the total of which is typically sought to be minimized.
- the cost of each node is one unit and the cost of each link is zero units, but other values may be used.
- the cost of a path is then a function of the costs of the nodes and links contained in the path; the function is preferably a sum, although other functions could be chosen.
- cost assignment module 206 selects 604 a path with a minimal total cost. Given a directed graph with costs assigned to its nodes, there are many well-known methods for finding such a least-cost path.
- One such algorithm in the art is commonly known as Dijkstra's algorithm (E. W. Dijkstra, “A note on two problems in connexion with graphs,” 1 Numerant Mathematik 269-271, 1959).
- any such path may be selected, though preferably a tie-breaking decision is made 608 .
- the path will comprise a sequence of nodes with connecting links, where the second shape point of each node is the same as the first shape point of the next node: (START, P 1 ), (P 1 , P i ), (P i , P j ), . . . , (P l , P m ), (P m , P n ), (P n , END).
- the sequence of chords represented by the nodes is then selected 610 as the simplified polyline.
- a second cost is defined for each node and each link in addition to the first cost described above. Then, among all the paths with a minimal total first cost, a path with a minimal total second cost is chosen.
- the cost of each node (P i , P j ) is the square of the number of original line segments spanned by the chord (j ⁇ i) 2 , and the cost of each link is zero.
- a third cost can be used to break ties in the first and second costs
- a fourth cost can be used to break ties in the first, second, and third costs, and so on.
- Polylines representing one object on a map are preferably generalized such that they do not interfere with other objects on the map. For example, when the polylines representing two roadways of a divided road are generalized, it is desirable to prevent the two generalizations from crossing. Similarly, when a polyline representing a road near a lake is generalized, it is undesirable to generalize the polyline so that the road appears to go through the lake. As a third example, when a polyline representing a road that passes near a point of interest, such as a store, is generalized, it is undesirable to generalize the line so that the point of interest changes from one side of the road to the other.
- each chord is examined for acceptability not only as described above but in addition by comparing it to a collection of nearby “forbidden” map objects.
- a forbidden map object is one forbidden to intersect the generalized polyline, or to be on one side of the original polyline and on the other side of the generalized polyline. If the chord intersects any forbidden object, or if any forbidden object is on one side of a chord but on the other side of that part of the polyline between the endpoints of the chord, then the chord is considered unacceptable, and no node is created to represent it, notwithstanding its acceptability according to other criteria. For example, in one embodiment a check to see whether an object has switched sides can be carried out by determining whether the object is inside a polygon formed by the chord and the part of the original polyline spanned by the chord. If so, then the object has switched sides.
- nodes correspond to single chords, and links represent acceptable chord-to-chord transitions. This allows a user of the system to specify what chords are acceptable (via the set of nodes) and what chord-to-chord transitions are acceptable (via the set of links), but not what chord-to-chord-to-chord transitions are acceptable.
- nodes can represent sequences of two chords, or of three chords, and so on, and links can represent correspondingly longer acceptable transition sequences.
- each node represents an acceptable sequence of two chords (P i , P j , P k )
- a link is defined between two nodes (P i , P j , P k ) and (P j , P k , P l ) only when the last two points in the first node are the same as the first two points in the second node, and the chord-to-chord-to-chord transition from the chord (P i , P j ) to the chord (P j , P k ) to the chord (P k , P l ) is acceptable according to a predetermined rule.
- the method can accept or reject sequences of up to n chords.
- the present invention has been described in particular detail with respect to a limited number of embodiments. Those of skill in the art will appreciate that the invention may additionally be practiced in other embodiments.
- the functionality of the graph-generating engine can be provided in other embodiments by other modules.
- the present invention also has application beyond the simplification of digital maps.
- the present invention can be used to simplify polylines in any application in two- or higher-dimensional space, for example in rendering drawings with vectors.
- the particular naming of the components, capitalization of terms, the attributes, data structures, or any other programming or structural aspect is not mandatory or significant, and the mechanisms that implement the invention or its features may have different names, formats, or protocols.
- the system may be implemented via a combination of hardware and software, as described, or entirely in hardware elements.
- the particular division of functionality between the various system components described herein is merely exemplary, and not mandatory; functions performed by a single system component may instead be performed by multiple components, and functions performed by multiple components may instead performed by a single component.
- the particular functions of node creation module 202 , link creation module 204 and so forth may be provided in many or one module.
- Certain aspects of the present invention include process steps and instructions described herein in the form of an algorithm. It should be noted that the process steps and instructions of the present invention could be embodied in software, firmware or hardware, and when embodied in software, could be downloaded to reside on and be operated from different platforms used by real time network operating systems.
- the present invention also relates to an apparatus for performing the operations herein.
- This apparatus may be specially constructed for the required purposes, or it may comprise a general-purpose computer selectively activated or reconfigured by a computer program stored in the computer.
- a computer program may be stored in a computer readable storage medium, such as, but is not limited to, any type of disk including floppy disks, optical disks, CD-ROMs, magnetic-optical disks, read-only memories (ROMs), random access memories (RAMs), EPROMs, EEPROMs, magnetic or optical cards, application specific integrated circuits (ASICs), or any type of media suitable for storing electronic instructions, and each coupled to a computer system bus.
- the computers referred to in the specification may include a single processor or may be architectures employing multiple processor designs for increased computing capability.
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| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US11/460,226 US7859536B2 (en) | 2005-07-26 | 2006-07-26 | Generalization of features in a digital map |
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|---|---|---|---|
| US70277805P | 2005-07-26 | 2005-07-26 | |
| US11/460,226 US7859536B2 (en) | 2005-07-26 | 2006-07-26 | Generalization of features in a digital map |
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| US20070024624A1 US20070024624A1 (en) | 2007-02-01 |
| US7859536B2 true US7859536B2 (en) | 2010-12-28 |
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| US (1) | US7859536B2 (zh) |
| EP (1) | EP1917643B1 (zh) |
| CN (1) | CN101410873B (zh) |
| AT (1) | ATE534978T1 (zh) |
| WO (1) | WO2007014375A2 (zh) |
Cited By (8)
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| US20090040229A1 (en) * | 2007-08-06 | 2009-02-12 | Andrew Stitt | Generalization of Features in a Digital Map Using Round Number Coordinates |
| US20090141038A1 (en) * | 2007-11-02 | 2009-06-04 | Newaskar Saket Prashant | Bezier Curves for Low Memory Embedded Graphics Systems |
| US20120206469A1 (en) * | 2011-02-15 | 2012-08-16 | Tudor Hulubei | Efficient pre-computing of simplified vector data for rendering at multiple zoom levels |
| JP2015212936A (ja) * | 2014-05-06 | 2015-11-26 | 三菱電機株式会社 | 一連の点によって形成されるポリラインの表現を生成する方法およびシステム |
| US9322660B2 (en) | 2009-10-22 | 2016-04-26 | Tomtom Germany Gmbh & Co. Kg | Incremental map generation, refinement and extension with GPS traces |
| US10311756B1 (en) | 2013-06-28 | 2019-06-04 | Google Llc | Systems, methods, and computer-readable media for validating addresses |
| US11359929B2 (en) | 2017-12-31 | 2022-06-14 | Uber Technologies, Inc. | Automatic selection of map detail levels |
| US11976934B2 (en) | 2017-12-31 | 2024-05-07 | Uber Technologies, Inc. | Automatic selection of map detail levels |
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| US8717365B2 (en) * | 2010-08-09 | 2014-05-06 | Verizon Patent And Licensing Inc. | Polyline vertex reduction |
| US8669983B2 (en) * | 2010-08-31 | 2014-03-11 | Microsoft Corporation | Buffer construction with geodetic circular arcs |
| CN101950509B (zh) * | 2010-09-22 | 2012-07-04 | 上海交通大学 | 用于交通状态监控***的数字地图构建方法 |
| US8797323B2 (en) * | 2011-01-18 | 2014-08-05 | Intel Corporation | Shadowing dynamic volumetric media |
| DE102011077945A1 (de) * | 2011-06-22 | 2012-12-27 | Robert Bosch Gmbh | Verfahren und Vorrichtung zur Aktualisierung einer in mehreren Generalisierungsebenen strukturierten digitalen Karte |
| GB2527244B (en) * | 2013-04-13 | 2021-08-11 | Stone Norman | Systems and methods for interacting with a touch screen |
| CN108984495A (zh) * | 2017-05-31 | 2018-12-11 | 北京京东尚科信息技术有限公司 | 用于数据处理的方法和装置 |
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| CN108871288B (zh) * | 2018-06-01 | 2021-01-12 | 广州中科云图智能科技有限公司 | 一种无人机带状倾斜影像航测方法及*** |
| JP7253720B2 (ja) * | 2019-03-27 | 2023-04-07 | パナソニックＩｐマネジメント株式会社 | 表示システム及びプログラム |
| CN110646761B (zh) * | 2019-09-25 | 2021-02-26 | 南京沃旭通讯科技有限公司 | 基于一维地图的煤矿隧道定位方法 |
| EP3828824A1 (en) * | 2019-11-28 | 2021-06-02 | Dassault Systèmes | Polyline contributor in civil engineering |
| CN111803949B (zh) * | 2020-05-27 | 2023-12-29 | 深圳雷霆数字娱乐有限公司 | 一种网络游戏中的河流路径生成方法及*** |
| CN114913263B (zh) * | 2021-02-06 | 2023-11-14 | 兰州交通大学 | 一个基于多尺度空间相似度的线状地物自动化简方法 |
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- 2006-07-26 CN CN2006800349088A patent/CN101410873B/zh active Active
- 2006-07-26 AT AT06788966T patent/ATE534978T1/de active
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Also Published As
| Publication number | Publication date |
|---|---|
| WO2007014375A2 (en) | 2007-02-01 |
| CN101410873A (zh) | 2009-04-15 |
| WO2007014375A3 (en) | 2009-05-14 |
| CN101410873B (zh) | 2012-07-04 |
| EP1917643A4 (en) | 2010-06-02 |
| EP1917643B1 (en) | 2011-11-23 |
| US20070024624A1 (en) | 2007-02-01 |
| ATE534978T1 (de) | 2011-12-15 |
| EP1917643A2 (en) | 2008-05-07 |
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